{
 "cells": [
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from rmwheels.datasets.stocks import stock_ev_em"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T06:19:11.422451Z",
     "start_time": "2025-06-19T06:19:09.812831Z"
    }
   },
   "id": "30cccb386d85d4df",
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "882b208f112227d8"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "data1 = stock_ev_em('600015')  # 华夏银行\n",
    "data2 = stock_ev_em('000001')  # 平安银行\n",
    "# 设置交易日期为索引\n",
    "data1.set_index('交易日期', inplace=True)\n",
    "data2.set_index('交易日期', inplace=True)\n",
    "# 重命名列\n",
    "data1.rename(columns={'总市值': '市值A'}, inplace=True)\n",
    "data2.rename(columns={'总市值': '市值B'}, inplace=True)\n",
    "# 合并数据\n",
    "data_corr = pd.concat([data1['市值A'], data2['市值B']], axis=1)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T06:08:49.554135Z",
     "start_time": "2025-06-19T06:08:49.538025Z"
    }
   },
   "id": "1bc195d2a7d90492",
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "data_corr['市值A%'] = data_corr['市值A'].pct_change(-1)\n",
    "data_corr['市值B%'] = data_corr['市值B'].pct_change(-1)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T06:09:40.672025Z",
     "start_time": "2025-06-19T06:09:40.656980Z"
    }
   },
   "id": "fbe563b931e4d634",
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "                              市值A           市值B      市值A%      市值B%\n交易日期                                                               \n2025-06-18 00:00:00  1.274786e+11  2.284077e+11  0.008816  0.000850\n2025-06-17 00:00:00  1.263645e+11  2.282136e+11  0.007614 -0.002545\n2025-06-16 00:00:00  1.254096e+11  2.287958e+11  0.015464  0.018135\n2025-06-13 00:00:00  1.234998e+11  2.247205e+11 -0.010204 -0.008562\n2025-06-12 00:00:00  1.247730e+11  2.266611e+11  0.005128 -0.014346\n...                           ...           ...       ...       ...\n2018-01-08 00:00:00  1.178405e+11  2.225285e+11  0.003275 -0.025564\n2018-01-05 00:00:00  1.174558e+11  2.283665e+11  0.001093  0.003774\n2018-01-04 00:00:00  1.173276e+11  2.275080e+11  0.002191 -0.006002\n2018-01-03 00:00:00  1.170711e+11  2.288816e+11  0.002195 -0.027007\n2018-01-02 00:00:00  1.168147e+11  2.352346e+11       NaN       NaN\n\n[1808 rows x 4 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>市值A</th>\n      <th>市值B</th>\n      <th>市值A%</th>\n      <th>市值B%</th>\n    </tr>\n    <tr>\n      <th>交易日期</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2025-06-18 00:00:00</th>\n      <td>1.274786e+11</td>\n      <td>2.284077e+11</td>\n      <td>0.008816</td>\n      <td>0.000850</td>\n    </tr>\n    <tr>\n      <th>2025-06-17 00:00:00</th>\n      <td>1.263645e+11</td>\n      <td>2.282136e+11</td>\n      <td>0.007614</td>\n      <td>-0.002545</td>\n    </tr>\n    <tr>\n      <th>2025-06-16 00:00:00</th>\n      <td>1.254096e+11</td>\n      <td>2.287958e+11</td>\n      <td>0.015464</td>\n      <td>0.018135</td>\n    </tr>\n    <tr>\n      <th>2025-06-13 00:00:00</th>\n      <td>1.234998e+11</td>\n      <td>2.247205e+11</td>\n      <td>-0.010204</td>\n      <td>-0.008562</td>\n    </tr>\n    <tr>\n      <th>2025-06-12 00:00:00</th>\n      <td>1.247730e+11</td>\n      <td>2.266611e+11</td>\n      <td>0.005128</td>\n      <td>-0.014346</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>2018-01-08 00:00:00</th>\n      <td>1.178405e+11</td>\n      <td>2.225285e+11</td>\n      <td>0.003275</td>\n      <td>-0.025564</td>\n    </tr>\n    <tr>\n      <th>2018-01-05 00:00:00</th>\n      <td>1.174558e+11</td>\n      <td>2.283665e+11</td>\n      <td>0.001093</td>\n      <td>0.003774</td>\n    </tr>\n    <tr>\n      <th>2018-01-04 00:00:00</th>\n      <td>1.173276e+11</td>\n      <td>2.275080e+11</td>\n      <td>0.002191</td>\n      <td>-0.006002</td>\n    </tr>\n    <tr>\n      <th>2018-01-03 00:00:00</th>\n      <td>1.170711e+11</td>\n      <td>2.288816e+11</td>\n      <td>0.002195</td>\n      <td>-0.027007</td>\n    </tr>\n    <tr>\n      <th>2018-01-02 00:00:00</th>\n      <td>1.168147e+11</td>\n      <td>2.352346e+11</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>1808 rows × 4 columns</p>\n</div>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_corr"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T06:09:43.521679Z",
     "start_time": "2025-06-19T06:09:43.506991Z"
    }
   },
   "id": "3f8f1f76badf35dc",
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "data3 = stock_ev_em('016028', is_board=True)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T06:19:26.217289Z",
     "start_time": "2025-06-19T06:19:19.656174Z"
    }
   },
   "id": "3747d6b70f2fd993",
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "        证券代码      证券代码2  证券简称      机构代码          交易市场    板块代码 板块名称 原板块代码  \\\n0     601628  601628.SH  中国人寿  10009950  069001001001  016028   保险   474   \n1     601319  601319.SH  中国人保  10009971  069001001001  016028   保险   474   \n2     601336  601336.SH  新华保险  10009978  069001001001  016028   保险   474   \n3     601318  601318.SH  中国平安  10009951  069001001001  016028   保险   474   \n4     601601  601601.SH  中国太保  10009954  069001001001  016028   保险   474   \n...      ...        ...   ...       ...           ...     ...  ...   ...   \n4995  601601  601601.SH  中国太保  10009954  069001001001  016028   保险   474   \n4996  601318  601318.SH  中国平安  10009951  069001001001  016028   保险   474   \n4997  000627  000627.SZ  天茂集团  10005565  069001002001  016028   保险   474   \n4998  601601  601601.SH  中国太保  10009954  069001001001  016028   保险   474   \n4999  601336  601336.SH  新华保险  10009978  069001001001  016028   保险   474   \n\n               总市值         流通市值A  ...          总股本         流通A股    PE(TTM)  \\\n0     1.129740e+12  8.323165e+11  ...  28264705000  20823530000   9.815890   \n1     3.750194e+11  3.010210e+11  ...  44223990583  35497756583   8.020948   \n2     1.746010e+11  1.167220e+11  ...   3119546600   2085439340   6.426480   \n3     9.798927e+11  5.791386e+11  ...  18210234607  10762657695   8.381312   \n4     3.414259e+11  2.429305e+11  ...   9620341455   6845041455   7.972026   \n...            ...           ...  ...          ...          ...        ...   \n4995  2.641746e+11  1.879648e+11  ...   9620341455   6845041455   9.563919   \n4996  9.377764e+11  5.557157e+11  ...  18280241410  10832664498   7.705893   \n4997  1.660051e+10  1.529628e+10  ...   4940629165   4552465765  46.477608   \n4998  2.655214e+11  1.889231e+11  ...   9620341455   6845041455   9.612679   \n4999  1.225670e+11  8.193691e+10  ...   3119546600   2085439340   8.093970   \n\n        PE(LAR)   PB(MRQ)  PCF/OCF(LAR)  PCF/OCF(TTM)   PS(TTM)  PEG(CAR)  \\\n0     10.564738  2.121550      2.982458      2.914962  2.181918  0.019749   \n1      8.748033  1.342491      4.262069      4.103731  0.586167  0.081845   \n2      6.656793  2.186640      1.813283      1.893310  1.251818  0.024189   \n3      7.739641  1.042735      2.561985      1.779239  0.964312  0.162436   \n4      7.593993  1.295193      2.211250      2.019376  0.848520  0.115804   \n...         ...       ...           ...           ...       ...       ...   \n4995   9.844771  1.165094      2.436877      2.617300  0.612655 -1.294650   \n4996   9.228448  1.154321     10.406325      9.619009  0.777674 -0.637483   \n4997  35.266693  0.736056      3.978450      7.320384  0.394938 -1.449857   \n4998   9.894963  1.171034      2.449301      2.630644  0.615779 -1.301251   \n4999   8.200106  1.129681      1.659607      1.766935  0.555220 -0.363943   \n\n                     交易日期  \n0     2025-06-18 00:00:00  \n1     2025-06-18 00:00:00  \n2     2025-06-18 00:00:00  \n3     2025-06-18 00:00:00  \n4     2025-06-18 00:00:00  \n...                   ...  \n4995  2022-01-06 00:00:00  \n4996  2022-01-06 00:00:00  \n4997  2022-01-06 00:00:00  \n4998  2022-01-05 00:00:00  \n4999  2022-01-05 00:00:00  \n\n[5000 rows x 22 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>证券代码</th>\n      <th>证券代码2</th>\n      <th>证券简称</th>\n      <th>机构代码</th>\n      <th>交易市场</th>\n      <th>板块代码</th>\n      <th>板块名称</th>\n      <th>原板块代码</th>\n      <th>总市值</th>\n      <th>流通市值A</th>\n      <th>...</th>\n      <th>总股本</th>\n      <th>流通A股</th>\n      <th>PE(TTM)</th>\n      <th>PE(LAR)</th>\n      <th>PB(MRQ)</th>\n      <th>PCF/OCF(LAR)</th>\n      <th>PCF/OCF(TTM)</th>\n      <th>PS(TTM)</th>\n      <th>PEG(CAR)</th>\n      <th>交易日期</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>601628</td>\n      <td>601628.SH</td>\n      <td>中国人寿</td>\n      <td>10009950</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>1.129740e+12</td>\n      <td>8.323165e+11</td>\n      <td>...</td>\n      <td>28264705000</td>\n      <td>20823530000</td>\n      <td>9.815890</td>\n      <td>10.564738</td>\n      <td>2.121550</td>\n      <td>2.982458</td>\n      <td>2.914962</td>\n      <td>2.181918</td>\n      <td>0.019749</td>\n      <td>2025-06-18 00:00:00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>601319</td>\n      <td>601319.SH</td>\n      <td>中国人保</td>\n      <td>10009971</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>3.750194e+11</td>\n      <td>3.010210e+11</td>\n      <td>...</td>\n      <td>44223990583</td>\n      <td>35497756583</td>\n      <td>8.020948</td>\n      <td>8.748033</td>\n      <td>1.342491</td>\n      <td>4.262069</td>\n      <td>4.103731</td>\n      <td>0.586167</td>\n      <td>0.081845</td>\n      <td>2025-06-18 00:00:00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>601336</td>\n      <td>601336.SH</td>\n      <td>新华保险</td>\n      <td>10009978</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>1.746010e+11</td>\n      <td>1.167220e+11</td>\n      <td>...</td>\n      <td>3119546600</td>\n      <td>2085439340</td>\n      <td>6.426480</td>\n      <td>6.656793</td>\n      <td>2.186640</td>\n      <td>1.813283</td>\n      <td>1.893310</td>\n      <td>1.251818</td>\n      <td>0.024189</td>\n      <td>2025-06-18 00:00:00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>601318</td>\n      <td>601318.SH</td>\n      <td>中国平安</td>\n      <td>10009951</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>9.798927e+11</td>\n      <td>5.791386e+11</td>\n      <td>...</td>\n      <td>18210234607</td>\n      <td>10762657695</td>\n      <td>8.381312</td>\n      <td>7.739641</td>\n      <td>1.042735</td>\n      <td>2.561985</td>\n      <td>1.779239</td>\n      <td>0.964312</td>\n      <td>0.162436</td>\n      <td>2025-06-18 00:00:00</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>601601</td>\n      <td>601601.SH</td>\n      <td>中国太保</td>\n      <td>10009954</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>3.414259e+11</td>\n      <td>2.429305e+11</td>\n      <td>...</td>\n      <td>9620341455</td>\n      <td>6845041455</td>\n      <td>7.972026</td>\n      <td>7.593993</td>\n      <td>1.295193</td>\n      <td>2.211250</td>\n      <td>2.019376</td>\n      <td>0.848520</td>\n      <td>0.115804</td>\n      <td>2025-06-18 00:00:00</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>4995</th>\n      <td>601601</td>\n      <td>601601.SH</td>\n      <td>中国太保</td>\n      <td>10009954</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>2.641746e+11</td>\n      <td>1.879648e+11</td>\n      <td>...</td>\n      <td>9620341455</td>\n      <td>6845041455</td>\n      <td>9.563919</td>\n      <td>9.844771</td>\n      <td>1.165094</td>\n      <td>2.436877</td>\n      <td>2.617300</td>\n      <td>0.612655</td>\n      <td>-1.294650</td>\n      <td>2022-01-06 00:00:00</td>\n    </tr>\n    <tr>\n      <th>4996</th>\n      <td>601318</td>\n      <td>601318.SH</td>\n      <td>中国平安</td>\n      <td>10009951</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>9.377764e+11</td>\n      <td>5.557157e+11</td>\n      <td>...</td>\n      <td>18280241410</td>\n      <td>10832664498</td>\n      <td>7.705893</td>\n      <td>9.228448</td>\n      <td>1.154321</td>\n      <td>10.406325</td>\n      <td>9.619009</td>\n      <td>0.777674</td>\n      <td>-0.637483</td>\n      <td>2022-01-06 00:00:00</td>\n    </tr>\n    <tr>\n      <th>4997</th>\n      <td>000627</td>\n      <td>000627.SZ</td>\n      <td>天茂集团</td>\n      <td>10005565</td>\n      <td>069001002001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>1.660051e+10</td>\n      <td>1.529628e+10</td>\n      <td>...</td>\n      <td>4940629165</td>\n      <td>4552465765</td>\n      <td>46.477608</td>\n      <td>35.266693</td>\n      <td>0.736056</td>\n      <td>3.978450</td>\n      <td>7.320384</td>\n      <td>0.394938</td>\n      <td>-1.449857</td>\n      <td>2022-01-06 00:00:00</td>\n    </tr>\n    <tr>\n      <th>4998</th>\n      <td>601601</td>\n      <td>601601.SH</td>\n      <td>中国太保</td>\n      <td>10009954</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>2.655214e+11</td>\n      <td>1.889231e+11</td>\n      <td>...</td>\n      <td>9620341455</td>\n      <td>6845041455</td>\n      <td>9.612679</td>\n      <td>9.894963</td>\n      <td>1.171034</td>\n      <td>2.449301</td>\n      <td>2.630644</td>\n      <td>0.615779</td>\n      <td>-1.301251</td>\n      <td>2022-01-05 00:00:00</td>\n    </tr>\n    <tr>\n      <th>4999</th>\n      <td>601336</td>\n      <td>601336.SH</td>\n      <td>新华保险</td>\n      <td>10009978</td>\n      <td>069001001001</td>\n      <td>016028</td>\n      <td>保险</td>\n      <td>474</td>\n      <td>1.225670e+11</td>\n      <td>8.193691e+10</td>\n      <td>...</td>\n      <td>3119546600</td>\n      <td>2085439340</td>\n      <td>8.093970</td>\n      <td>8.200106</td>\n      <td>1.129681</td>\n      <td>1.659607</td>\n      <td>1.766935</td>\n      <td>0.555220</td>\n      <td>-0.363943</td>\n      <td>2022-01-05 00:00:00</td>\n    </tr>\n  </tbody>\n</table>\n<p>5000 rows × 22 columns</p>\n</div>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data3"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T06:19:28.844777Z",
     "start_time": "2025-06-19T06:19:28.810583Z"
    }
   },
   "id": "bc132c785b9cc6df",
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 解决matplotlib中文显示问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 设置随机种子以确保结果可复现\n",
    "np.random.seed(42)\n",
    "\n",
    "\n",
    "def corrcoef(x, y):\n",
    "    return np.corrcoef(x, y)[0, 1]\n",
    "\n",
    "# 情形一：相关性系数为0.1以下的情况\n",
    "N = 200\n",
    "x = np.random.rand(N)\n",
    "y = 0.1 * x + 0.9 * np.random.rand(N)\n",
    "colors = np.random.rand(N)\n",
    "\n",
    "rho = corrcoef(x, y)\n",
    "plt.scatter(x, y, c=colors, alpha=0.5)\n",
    "plt.title(f'低相关性（<0.1）的相关性示意图，rho={rho:.2f}')\n",
    "plt.show()\n",
    "\n",
    "# 情形二：相关性系数为0.8以上的情况\n",
    "y = 0.8 * x + 0.2 * np.random.rand(N)\n",
    "colors = np.random.rand(N)\n",
    "\n",
    "rho = corrcoef(x, y)\n",
    "plt.scatter(x, y, c=colors, alpha=0.5)\n",
    "plt.title(f'低相关性（>0.8）的相关性示意图，rho={rho:.2f}')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T08:27:10.921100Z",
     "start_time": "2025-06-19T08:27:10.530322Z"
    }
   },
   "id": "2259be401523b3f9",
   "execution_count": 22
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "相关性系数: 0.0846664245947631\n"
     ]
    }
   ],
   "source": [
    "rho = np.dot(x - np.mean(x), y - np.mean(y)) / (\n",
    "        np.dot(x - np.mean(x), x - np.mean(x)) * np.dot(y - np.mean(y), y - np.mean(y))) ** 0.5\n",
    "print('相关性系数:', rho)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T08:15:40.532838Z",
     "start_time": "2025-06-19T08:15:40.526026Z"
    }
   },
   "id": "dc9535de4194f27e",
   "execution_count": 16
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "array([[1.        , 0.08466642],\n       [0.08466642, 1.        ]])"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(x, y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-06-19T08:10:29.892582Z",
     "start_time": "2025-06-19T08:10:29.874980Z"
    }
   },
   "id": "83334157e8597941",
   "execution_count": 9
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
